{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic Walk-Through: k-nearest Neighbors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains several examples that illustrate the machine learning workflow using a dataset of house prices.\n",
    "\n",
    "We will use the fairly straightforward [k-nearest neighbors](https://scikit-learn.org/stable/modules/neighbors.html) (KNN) algorithm that allows us to tackle both regression and classification problems.\n",
    "\n",
    "In its default sklearn implementation, it identifies the k nearest data points (based on the Euclidean distance) to make a prediction. It predicts the most frequent class among the neighbors or the average outcome in the classification or regression case, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:47.521402Z",
     "start_time": "2018-10-31T17:45:47.440281Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import spearmanr\n",
    "from sklearn.datasets import load_boston\n",
    "from sklearn.neighbors import KNeighborsClassifier, KNeighborsRegressor\n",
    "from sklearn.model_selection import cross_val_score, cross_val_predict, validation_curve, learning_curve, GridSearchCV\n",
    "from sklearn.feature_selection import mutual_info_regression, mutual_info_classif\n",
    "from sklearn.preprocessing import StandardScaler, scale\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.metrics import make_scorer\n",
    "from yellowbrick.model_selection import ValidationCurve, LearningCurve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:47.526312Z",
     "start_time": "2018-10-31T17:45:47.522789Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.style.use('fivethirtyeight')\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kings County Housing Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data from [Kaggle](https://www.kaggle.com/harlfoxem/housesalesprediction)\n",
    "\n",
    "Download via API:\n",
    "\n",
    "```kaggle datasets download -d harlfoxem/housesalesprediction```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:47.534856Z",
     "start_time": "2018-10-31T17:45:47.527367Z"
    }
   },
   "outputs": [],
   "source": [
    "DATA_PATH = Path('..', '..', 'data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:47.591009Z",
     "start_time": "2018-10-31T17:45:47.536421Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 21613 entries, 0 to 21612\n",
      "Data columns (total 16 columns):\n",
      "price            21613 non-null float64\n",
      "bedrooms         21613 non-null int64\n",
      "bathrooms        21613 non-null float64\n",
      "sqft_living      21613 non-null int64\n",
      "sqft_lot         21613 non-null int64\n",
      "floors           21613 non-null float64\n",
      "waterfront       21613 non-null int64\n",
      "view             21613 non-null int64\n",
      "condition        21613 non-null int64\n",
      "grade            21613 non-null int64\n",
      "sqft_above       21613 non-null int64\n",
      "sqft_basement    21613 non-null int64\n",
      "yr_built         21613 non-null int64\n",
      "yr_renovated     21613 non-null int64\n",
      "sqft_living15    21613 non-null int64\n",
      "sqft_lot15       21613 non-null int64\n",
      "dtypes: float64(3), int64(13)\n",
      "memory usage: 2.6 MB\n"
     ]
    }
   ],
   "source": [
    "house_sales = pd.read_csv(DATA_PATH / 'kc_house_data.csv')\n",
    "house_sales = house_sales.drop(\n",
    "    ['id', 'zipcode', 'lat', 'long', 'date'], axis=1)\n",
    "house_sales.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select & Transform Features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Asset Prices often have long tails"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:47.841213Z",
     "start_time": "2018-10-31T17:45:47.593361Z"
    }
   },
   "outputs": [
    {
     "data": {
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OhyMibAzDwGq1ho/5fL7wMZ/Ph9PpjNjfF1zJaDsQwzC49dZbKS4uJi8vj6uvvpq9e/dGnGOwz2dC7Fqy525rMZtw5kWGY8dp3ccUEUm3uIFZWVnJjh07AGhra6OsrCx8rLy8nJaWFrq7u/F4POzfv5+ysjIqKirCn2lubqaqqiopbQfi9Xq55ZZb8Pl8GIbBH/7wB6644goqKyvZvn07ADt27KCqqmpkVyqJhjLpB2LvY76rZzFFRNIu7pDsrFmz2LlzJ4sWLcIwDOrq6ti0aROlpaXMnDmTefPmsXjxYgzDoLa2lvz8fBYuXMjKlStpamqiuLiY+vp6CgoKRtx2IE6nkzvvvJPa2lpsNhsf+chHuPrqq/nwhz/MihUrqKmpwWq1Ul9fn/SLN1y+ITyHCX+bKdtvRFnPYoqIpJ/J7Xbr9RdJFm88/bb/7uLfD/jD2wsmF1J5vu2c7be84aO5IxDe/t600SwuT94Qcy7dr8ilWkH1plIu1Qq5VW8u1QpZdA9Tkm+oQ7JFUfcw39U9TBGRtFNgZsBQFl8HKM7XerIiIpmmwMyAoawlC1Ck5fFERDJOgZkBQ3lbCcQuwK7AFBFJPwVmBgxl8XXQOzFFRLKBAjMDhjok68gzRfyi3AEjppcqIiKppcDMgNiVfgYPTLPJxCibVvsREckkBWaaGYYx5FmyAKOiGh3RW0tERNJKgZlmPSHoPyJrNp1ZLzae6Gcx1cMUEUkvBWaaRfcuB1t4vb+iqIYKTBGR9FJgptlQJ/z0ib2HqSFZEZF0UmCmWfTs1njL4vWJXrzgiB4tERFJKwVmmsUMycZ5BrNPkXqYIiIZpcBMs+gh2UR7mNGzZHUPU0QkvRSYaTacR0ogtoepx0pERNJLgZlmQ120oM9APUzD0Go/IiLposBMs+EGZr7FRH6/+509ITjerV6miEi6KDDTzBeMDLl4C6/3Fz1TVhN/RETSR4GZZv6ouTqJ9jAh9lnMI5r4IyKSNtZ4DUKhEKtWrcLlcmGz2Vi6dCmlpaXh401NTTQ2NmK1WlmwYAEzZszA7XazbNky/H4/Y8eOpa6uDrvdPuK2fTZv3kxXVxd33XUXAL/73e/4yU9+gsVioaysjG9+85uYzWZuu+02HA4HABMmTKCuri7Z12/IYnqYQwjMMz3MsyGpHqaISPrEDcxt27YRCATYuHEjbW1trFmzhtWrVwPQ2dnJli1baGhoIBAIUFNTw7Rp09iwYQNz5sxh7ty5NDQ00NjYyOzZs0fcNhQK8fDDD9Pe3s4111wDgN/vZ926dWzevBm73c63v/1t/vd//5dp06ZhGAbr1q1L7RUcou6oTmGis2RhgGcxtXiBiEjaxP3PdUtLC9XV1QBMnTqV3bt3h4+1t7dTUVGBzWbD6XRSUlLCvn37aG1tZfr06QBUV1eza9eupLQNBALccMMNLFiwIFyDzWZjw4YN2O12AILBIDabDZfLhd/v5+6776a2tpa2trbkXbUR8Ec9h2kdypCs7mGKiGRM3B6m1+vF6XSGt81mM8FgEKvVGnOssLAQj8cTsd/hcMTsG27boqIipk+fztatWyPqOf/88wHYsmULp0+fZtq0abzxxht8+ctf5qabbuLgwYPcc889/OxnP8Nqjfsj43K54rYZ7jk6OvOAvPC23+eh48iJxE7qN0d8dt8RNy7XkRFUeVYyfuZ0yaVaQfWmUi7VCrlVby7VCoPXO2nSpKR8R9z0cDgceL3e8LZhGOHQcTgc+Hy+8DGfz4fT6Qzvt9vt4fBLRttzCYVCPPbYYxw8eJBVq1ZhMpm4+OKLKSkpwWQyMXHiREaPHk1XVxfjx4+Pe1FGenFdLtc5z1HQ5Ya3z17P4lFOxo+zJ3TekrweOHL2sz6rg0mTJo6oVhi83myTS7WC6k2lXKoVcqveXKoV0ldv3CHZyspKduzYAUBbWxtlZWXhY+Xl5bS0tNDd3Y3H42H//v2UlZVRUVER/kxzczNVVVVJaXsu3/3udwkEAnz/+98PD80+//zzrFmzBoCjR4/i9XrDPdFMCoSGtzQeaJasiEgmxe1hzpo1i507d7Jo0SIMw6Curo5NmzZRWlrKzJkzmTdvHosXL8YwDGpra8nPz2fhwoWsXLmSpqYmiouLqa+vp6CgYMRtB7Jnzx6ef/55qqqquPPOOwGYN28eN910EytXrqSmpgaAZcuWJTQcm2rRj5VYE8/LAZ7DVGCKiKSLye12a321JBtseGDR74/xizdPh7dvm1TIh8faEjpvyDD4xssn6N9J7finCeRbhpC6Q6w32+RSraB6UymXaoXcqjeXaoUsGpKV5IqdJZv4Z80mE2PtUe/FVC9TRCQtFJhpFhjm6736jCuIXEtPby0REUkPBWaaxfQwhziaemGB7mOKiGSCAjPNAlEdwqEsXAAwrjCyh9nhUw9TRCQdFJhpNpJ7mADj1cMUEckIBWaaxdzDNOkepohILlBgptlIe5gXRgXmYS3ALiKSFgrMNAtEL1wwxHuY4ws1JCsikgkKzDQb6SzZi6Im/byrHqaISFooMNMsei3ZofYwo4dkO06H6A1psSYRkVRTYKZZd8zCBUP7vN1qYkz+2ZDtNeCoXxN/RERSTYGZRiHDiHkOczjLwF5UoGFZEZF0U2CmUcyEHxOYhvhYCcCFhZopKyKSbgrMNBrpIyV9LnJE9zA1JCsikmoKzDQa6YSfPtFDsof1aImISMopMNNopI+UADzzupf9p4IR+158p5tnXveOpDQREYlDgZlGI321V58iW+TnTkTPJBIRkaRTYKaRP2aVn+GdZ7Qt8oMKTBGR1FNgplF0D9M6jBmyEBuYJwNauEBEJNUUmGmUrFmyo2wm+ketJ2gQ1Go/IiIpZY3XIBQKsWrVKlwuFzabjaVLl1JaWho+3tTURGNjI1arlQULFjBjxgzcbjfLli3D7/czduxY6urqsNvtI27bZ/PmzXR1dXHXXXcB8NJLL7FhwwYsFguf+cxn+OxnP4vf72f58uUcO3YMh8PB8uXLGTNmTAouYeKiZ8kO9x6mxWRiVJ6Jkz1nz3eqR4EpIpJKcfs427ZtIxAIsHHjRpYsWcKaNWvCxzo7O9myZQsbNmxg7dq1PPHEEwQCATZs2MCcOXNYv349kydPprGxMSlt/X4/y5Yt4+c//3m4hmAwyA9/+EMee+wxnnrqKZ577jm6urr4xS9+QVlZGevXr+f6669n48aNqbmCQ5CMWbJ9iqKGZd26jykiklJxA7OlpYXq6moApk6dyu7du8PH2tvbqaiowGaz4XQ6KSkpYd++fbS2tjJ9+nQAqqur2bVrV1LaBgIBbrjhBhYsWBCu4c0336SkpISioiLy8vKorKzk1VdfpbW1NVz3VVddxSuvvJK8qzZM3SN8tVd/o6Nmyp5UYIqIpFTcIVmv14vT6Qxvm81mgsEgVqs15lhhYSEejydiv8PhiNk33LZFRUVMnz6drVu3nrO+gc5RWFiI15v4c4oulyvhtkM5x4EjFiA/vB0M+Ok44hnW+W29VuDsAgZvdZ3A5eoc1rkgOT9zuuRSraB6UymXaoXcqjeXaoXB6500aVJSviNuYDocjoiwMQwDq9UaPubz+cLHfD4fTqczvN9ut4eDKxltz1Vf/7Zer5dRo0ZF7B/s8wMZ6cV1uVwDnuNlwwt73eFtZ0EB48cVDus7xnf74aQ/vB3KdzJp0gXDOte56s1GuVQrqN5UyqVaIbfqzaVaIX31xh2SraysZMeOHQC0tbVRVlYWPlZeXk5LSwvd3d14PB72799PWVkZFRUV4c80NzdTVVWVlLYDufTSSzl06BAnTpygp6eHlpYWpk6dSmVlJdu3bwdgx44dVFVVjexKJUH0q72GO0sWNCQrIpJucXuYs2bNYufOnSxatAjDMKirq2PTpk2UlpYyc+ZM5s2bx+LFizEMg9raWvLz81m4cCErV66kqamJ4uJi6uvrKSgoGHHbAX8Aq5V77rmHf/7nf8YwDG688UbGjRvH5z//eVasWEFNTQ1Wq5X6+vqkX7yh6o7KtJEFZvTiBZolKyKSSia3263/0ibZuYYHHv3zKb7zx5Ph7evel8+NEwuG9R1ve3v5fuup8Pb4AjOv33LRsM6VS8MvuVQrqN5UyqVaIbfqzaVaIYuGZCV5YoZkR/BYSfSQrJbHExFJLQVmGsUsjTeCx0oKrSYs/T7u7wVvj0JTRCRVFJhplKyl8QDMJhNFeZGB23FagSkikioKzDSKHjXNG+bi632iV/t5x6cXSYuIpIoCM42S2cMEKI4KzMNeBaaISKooMNMomfcwAUbnR37+kAJTRCRlFJhplMzF1wHOz7dEbO8/FRzZCUVE5JwUmGkU3cMc7uu9+pxvj/z1HTilHqaISKooMNPIH/O2kpGd7/z8qMD0qIcpIpIqCsw0in6B9EjvYZ4X1cN8y9NLb0gLN4mIpIICM42SfQ8z32LC2e8kQQPe1qMlIiIpocBMo9i3lYwwMYntZe7XfUwRkZRQYKZRMl/v1Sd24o/uY4qIpIICM426oyf9jLyDOcDEH/UwRURSQYGZRtE9zJE+VgKxPcyD6mGKiKSEAjONumNmyY78nOfl6x6miEg6KDDTKPZ9mMnvYepZTBGR1FBgpolhGLH3MJNw9cfYzPSP3Y7TIU4H9SymiEiyKTDTJObVXuYz77QcKYvZRHHUIuwH1csUEUk6BWaaRA/H5idhwk+f6EXYtaasiEjyWeM1CIVCrFq1CpfLhc1mY+nSpZSWloaPNzU10djYiNVqZcGCBcyYMQO3282yZcvw+/2MHTuWuro67HZ7StoePHiQRx99NFzPa6+9xve//33Ky8v5whe+QFlZGQCzZs3illtuScElTEz0snj5luQF5nl2M5w8u623loiIJF/cwNy2bRuBQICNGzfS1tbGmjVrWL16NQCdnZ1s2bKFhoYGAoEANTU1TJs2jQ0bNjBnzhzmzp1LQ0MDjY2NzJ49OyVtv/jFL7Ju3ToA/uu//ouxY8dSXV3NK6+8wuzZs7n//vtTewUT5A9GB2byzq1nMUVEUi/ukGxLSwvV1dUATJ06ld27d4ePtbe3U1FRgc1mw+l0UlJSwr59+2htbWX69OkAVFdXs2vXrpS17XP69GnWr1/PfffdB8Du3bvZs2cPX/nKV3jwwQfp7OxM0iUbnuh7mMnsYWq1HxGR1Ivbw/R6vTidzvC22WwmGAxitVpjjhUWFuLxeCL2OxyOmH3JbNvn+eef57rrrqO4uBiASy65hClTpvDRj36U3/72t6xevZp//dd/TeiiuFyuhNoN5Rz7vCag4OyO3h46jnSM+HsATKdNgC28vbfLh8t1bEjnSMbPnC65VCuo3lTKpVoht+rNpVph8HonTZqUlO+IG5gOhwOv1xveNgwDq9UaPubz+cLHfD4fTqczvN9ut4dDLlVt+/z2t7+NCMQrr7wSu90OnLl/+dRTTyV8UUZ6cV0uV8w5vJ0BePVoeLuoIJ/x484b0ff0sQdC8PbZm5jvBixcdtllmBKchTtQvdkql2oF1ZtKuVQr5Fa9uVQrpK/euEOylZWV7NixA4C2trbwJBqA8vJyWlpa6O7uxuPxsH//fsrKyqioqAh/prm5maqqqpS1BfB4PAQCAcaPHx+u7eGHH+a///u/Adi1axdXXHFFMq7XsEW/2iuZs2SL8kzk9ftNnuwx6PSHzv0BEREZsrg9zFmzZrFz504WLVqEYRjU1dWxadMmSktLmTlzJvPmzWPx4sUYhkFtbS35+fksXLiQlStX0tTURHFxMfX19RQUFKSkLcDBgwe56KKLIupesmQJ//Iv/8IvfvELCgoKWLp0aWquYIKiFy2wJXHSj8lkYnyBhbe8Z7/kL8d7mFWQxC8REfk7Z3K73VoWJskGGh74j0N+/r//6gpvf+J9+cydWBD90WF7dp+PV44Ewtv1VxZx99RRCX02l4ZfcqlWUL2plEu1Qm7Vm0u1QhYNyUpyRC+8bkviLFmA9xVG9ibbjvUk9fwiIn/vFJhpEr3Sjz3ZgemIDMzXFJgiIkmlwEyT6MC0JfnKT3BEnvD1E8GYxRJERGT4FJhpEj3pJ9k9zEKrmVLn2V5mrwF73OpliogkiwIzTWKxBo7qAAAbj0lEQVR6mEkOTICp5+VFbOs+pohI8igw0yTV9zBBgSkikkoKzDRJ9SxZUGCKiKSSAjNN0tHD/EBUYP7lWA+GoYk/IiLJoMBMk+hJP/kpuPITnRaK8s4G8ckeQ6/6EhFJEgVmmkT3MJP5eq8+DXt9jC2I/JWubTvFM697z/EJERFJlAIzTdIRmAATolb8edurHqaISDIoMNMketJPqgIzesUfBaaISHIoMNMktoeZmu+JDszDPr3mS0QkGRSYaRIz6SdFPczxBRb6n7mrOxTzLk4RERk6BWaapOseps1i4gJ75K/1XZ+GZUVERkqBmSaxi6+nJjABLiqMHpZVYIqIjJQCM03SsXBBn4sKI3+tCkwRkZFTYKZJd9TcG1uKJv0ATIie+OPVxB8RkZFSYKZJenuYGpIVEUk2BWaapGvSD8AFdjN5/X6znqDBkdMKTRGRkbDGaxAKhVi1ahUulwubzcbSpUspLS0NH29qaqKxsRGr1cqCBQuYMWMGbrebZcuW4ff7GTt2LHV1ddjt9pS1/cEPfkBrayuFhYUArF69mmAwOGDbTElnYJpNJsYXWHir36IF7cd7GFeQwnFgEZH3uLg9zG3bthEIBNi4cSNLlixhzZo14WOdnZ1s2bKFDRs2sHbtWp544gkCgQAbNmxgzpw5rF+/nsmTJ9PY2JiytgB79uxh7dq1rFu3jnXr1uF0Os/ZNlNiAjPFffvoiT9/OR5M7ReKiLzHxf3PdktLC9XV1QBMnTqV3bt3h4+1t7dTUVGBzWbD6XRSUlLCvn37aG1tZfr06QBUV1eza9eulLUNhUIcOnSIRx55hDvuuIPnn38eYMC2mZSuhQv6RK8pu/u43o0pIjIScYdkvV4vTqczvG02mwkGg1it1phjhYWFeDyeiP0OhyNmXzLbnj59mptvvpkvfelL9Pb2Ultby5QpUwZsmyiXy5Vw20TOYRjQ3VsA/dbgOfjmG3QcSd0Qqb3HBNjC2386fAqXq/Oc7ZPxM6dLLtUKqjeVcqlWyK16c6lWGLzeSZMmJeU74gamw+HA6z37eijDMLBareFjPp8vfMzn8+F0OsP77XZ7OLhS1dZut3PLLbeE709eeeWVuFyuAdsmaqQX1+VyRZyjJ2QQ2v5OeNtigimXT2KnkbrXbtkDIXjnZHh7v99K2WWlmE2xPdvoerNZLtUKqjeVcqlWyK16c6lWSF+9cYdkKysr2bFjBwBtbW2UlZWFj5WXl9PS0kJ3dzcej4f9+/dTVlZGRUVF+DPNzc1UVVWlrO3Bgwepqamht7eXYDBIa2srkydPHrBtpqRzwk+fojwThdaz3+MLGuw/pZmyIiLDFbeHOWvWLHbu3MmiRYswDIO6ujo2bdpEaWkpM2fOZN68eSxevBjDMKitrSU/P5+FCxeycuVKmpqaKC4upr6+noKCgpS1/fSnP83ChQuxWq1cf/31lJWVDdg2U9L1ppL+TCYTFxWaeePk2ZD8y/Ee3l8U91cuIiIDMLndbr3KIsn6Dw8887oXd3eIFX88OzxalGfiOx8ZnfI6fvFXHy+9Gwhvf7NqFA99sGjQerNdLtUKqjeVcqlWyK16c6lWyKIhWRm5oBH5d5K8FC683l/0uzFbujRTVkRkuBSYaRD9Psq8NF31EmdkYLZ2Bs7RUkRE4lFgpsHpYGRg9p+Mk0oXFVjo/1Xvng7p3ZgiIsOkwEyD6MAsSFNgWsymmDeXtGpYVkRkWBSYaeDLUA8ToCTmPqaGZUVEhkOBmQaZ6mEClEbdx2zpVA9TRGQ4FJhp4OuN7mGm77KXxgzJqocpIjIcCsw0yGQP88JCC/0XFnrHF9K7MUVEhkGBmQYx9zDTsDReH6vZFPPmEg3LiogMnQIzDTI56QcGeB5Tw7IiIkOmwEyDTA7JQux9TK34IyIydArMNMh0DzN6pqyexRQRGToFZhpkuod5UaElYjm+t7y9dGjFHxGRIVFgpphhGAM8VpLewLSaTUw9Ly9i3+8Pd6e1BhGRXKfATLFACEL98jLPnL63lfR3zYT8iO0X3vanvQYRkVymwEyx6PuXBWl8pKS/a99nj9j+n7e7CRl6FaqISKIUmCmW6fuXffYc7yG/39yfo/4Qj/zp5Lk/ICIiERSYKZbpGbJ9LGYTk0ZbI/btcQczUouISC5SYKaYLxiK2M5UDxPgiuLIiT8KTBGRxCkwUyxTL48eyBXFkT3MN08F8fSEztFaRET6s8ZrEAqFWLVqFS6XC5vNxtKlSyktLQ0fb2pqorGxEavVyoIFC5gxYwZut5tly5bh9/sZO3YsdXV12O32lLV99tln+c///E8ArrrqKmpqajAMg7lz54ZrnTp1KkuWLEnRZTy3073ZMekH4AK7hQvsZjr9Z0Ky14CXDndzWcYqEhHJHXEDc9u2bQQCATZu3EhbWxtr1qxh9erVAHR2drJlyxYaGhoIBALU1NQwbdo0NmzYwJw5c5g7dy4NDQ00NjYye/bslLT9+Mc/zm9/+1uefvppzGYzNTU1zJo1C7vdzuTJk3n00UdTfhEHky33MPtcUWzlf989u5bsf7/dzWUXZLAgEZEcEXdItqWlherqauBML2337t3hY+3t7VRUVGCz2XA6nZSUlLBv3z5aW1uZPn06ANXV1ezatStlbcePH8/atWuxWCyYTCaCwSA2m409e/Zw9OhRamtrueeeezhw4EDSL14ismWWbJ/o+5j/844WMBARSUTcHqbX68XpdIa3zWYzwWAQq9Uac6ywsBCPxxOx3+FwxOxLZlur1UpxcTGGYbB27VomT57MxIkT6erq4vbbb+cTn/gELS0t1NXV0dDQkNBFcblcCbVL5BzHPPnA2ec5enyn6DhyYsTnH67RITBjI8SZ4N53MkhHtwmS8DOnSzJ+P+mkelMnl2qF3Ko3l2qFweudNGlSUr4jbmA6HA68Xm942zAMrFZr+JjP5wsf8/l8OJ3O8H673R4OuVS1Beju7qa+vh6Hw8EDDzwAQHl5ORbLmaCqqqqis7MTwzAwmeL38EZ6cV0uV/gcxmsdwNnZqBedV8z4qGXq0m3i0VO8eersWrK73Gbu/dj7M1hR4vpf21ygelMnl2qF3Ko3l2qF9NUbd0i2srKSHTt2ANDW1kZZWVn4WHl5OS0tLXR3d+PxeNi/fz9lZWVUVFSEP9Pc3ExVVVXK2hqGwTe+8Q0mTZrEQw89FA7J9evXs3nzZgD27t3L+PHjEwrLZIteRzbTQ7IAl0c9j7nLbTlHSxER6RO3hzlr1ix27tzJokWLMAyDuro6Nm3aRGlpKTNnzmTevHksXrwYwzCora0lPz+fhQsXsnLlSpqamiguLqa+vp6CgoKUtP3973/Pq6++Sk9PD83NzQDceeed3H777Sxfvpzt27djsVioq6tL+cUcSMyknwzOku1z+eg8fvfW2XuXu06YE+59i4j8vTK53W4tKJpk/YcHSv//dzjVc/YSr/hwEcX5mX38NRgy+NYrJwj0ewRz5z+OY3JxZoeKE6GhotTKpXpzqVbIrXpzqVbIoiFZGT7DMLLusRI487qv9xdFDi5s02xZEZFBKTBT6HSvQf9bmBYTES9yzqTo+5jb9H5MEZFBZcl/vt+b3N2xvctsuU8YHZj/+243vSGNzouInIsCM4XcgexZeD3aBIcFR796TgQMWrt6MliRiEh2U2CmkLs7KjCzYIZsH7PJxGVRvcyGvd5ztBYREQVmCkX3MLNhwk9/5cXRgemjuUP3MkVEBqLATKHoHma2BeaHx9q4LGq27L073AR6dS9TRCSaAjOF3IHsW+WnP6vZxA+vKo7Yt8cdZE3bqQxVJCKSvRSYKZTtQ7IAb5wMUjGqN2Lfd189xde2H89QRSIi2Snu0ngyfDGTfrIwMAGuuSDIG6eteP+2yEII+L97fUwabcVqNtHpD1FxXh43XGzHYs7On0FEJNUUmCkU08PMolmy/RVaYF5ZAU+/7qNvENkAvr3rZES7KcVWll9ZxJwSe9Y8Tyoiki4akk2hE1l+D7O/ivNtfGlSIYNVuNsd5Jb/Osb1v+nklSOaTSsif18UmCl0ImaWbHZf7ivH2rjt8sK4/1I0dwSY/atOvvRCF6+7tdiBiPx90JBsihiGwUFPMGJfNk76ifahC2wUWEz89pCfXgMuLDTTG4KWrh6iHzb51UE/vznk50uXFfLgB4t4n0Pv1RSR9y4FZoq0HevhHd/ZHmaeGS6wZ3cPs8+UMXlMGRP5qq9PenvZeuA07e7IvwSEDPixy8fP/3qau6c6+doHnDiyZYV5EZEk0n/ZUuTXB/0R25NHW7Fl6aSfRExwWFhc7uSuf3Ay0Rnbkzzda/C9llN8pLGDH+3xcKrn7F8WerSou4i8B6iHmSK/ORQZmB84L/tfzpyIy0ZbuWeqkz8f62HrAT9H/ZH3ad/xhbiv+QTLd52k8oI8/noyyGFfiHEFZm6cWMD1F9sJGXDY18t5+WY+PiGfUeqRikgOUGCmwLvdpog3f5iAfxjz3ghMAJPJROX5Nj5wXh47OwL8+pAfT09kL9ITNNj+biC8feR0iB/t8fKjPZELvI+1m/nWB4u47fJCrHrGU0SymAIzBV46FjlkeckoC6Ns771elMVk4qoL8/nQBTb+820/v3+nm6EuQ3vUH+LeZjePvHqSiaMsjLVb6AkZ4UUULiq0MKHQwhVjrHzyffYU/BQiIolRYKbAi12Rgfle6l0OxG41cePEAmZcmE9zRzcvHwnEPIMaz1F/6G/Du4M/pvKBUfn8o+8Un77YzpS/vW3lWHeI9uNBWrsCvO4O4u81CIbAbIJLR1m5vNjKhYVnfieGAWBg/O3/91VZYDVR4jgTzlrNSEQGEjcwQ6EQq1atwuVyYbPZWLp0KaWlpeHjTU1NNDY2YrVaWbBgATNmzMDtdrNs2TL8fj9jx46lrq4Ou92eFW1T6cCpIC+9280fTkT2Jqe+R+5fxlOcb+bTFxcwu9TO/pO9+HoNxtrNjMk34zoRpKUrwLu+EAVWE4VWE+3He+gJxT9vf6+dsvDan05S/6eTnJdvxtMTIjDEcwzGajozweli55nw7DXOTGjqDRnkmU3YLCbG5Ju5qNDCBXYzR073csjTyxF/CE9PiFMBg+CZVMYEFITyKTt8jLF2CwPlsN1qwmk1kWc2caonxImAQcgwOC/fzHl2M1aTKdxrH20zcb7dTKHVRCAEgV6DQMigu/fMxKruXoOe0Jm/CIyymSj6273h070GgV4DqxlsZhP5ljPfl285M0pgYPztLxJw6KSZrn6veDMBfYs6mf62rIXJRHiBi/D/DvCzGVF/Z4r+K9RAf6WK/Uxsq/61HuvoHvC8fX8ZMqI+01e7+W//2//ng7M/I8T+TKZz/P9EHTxl5tTRQPyGKTDUaXeHTpk5mYFae42z/z5bTJBvMXGx08qELHlkzeR2uwe9lv/zP//Diy++yPLly2lra6OhoYHVq1cD0NnZyd13301DQwOBQICamhoaGhpYu3YtV1xxBXPnzqWhoYG8vDxmz56d8bZf/OIXU3oxf/aGj5oXIxctP3OPblRWLyXXcaSD8ePGp/173d0hfn3Iz5+OBghqIq2IDOChD47im1VFg7ZxuVxMmjQp5bXE7WG2tLRQXV0NwNSpU9m9e3f4WHt7OxUVFdhsNmw2GyUlJezbt4/W1lbmz58PQHV1NU8++SQlJSUZb5vqwLy5rJCbywpT+h0pMfn9GfvqeypGZey7ReS9IR1hCQk8h+n1enE6nWc/YDYTDAYHPFZYWIjH44nY73A4YvZlqq2IiMhwxQ1Mh8OB13v2UQDDMLBareFjPp8vfMzn8+F0OiP29wVXNrQVEREZrriBWVlZyY4dOwBoa2ujrKwsfKy8vJyWlha6u7vxeDzs37+fsrIyKioqwp9pbm6mqqoqK9qKiIgMV9xJP32zZPft24dhGNTV1bF9+3ZKS0uZOXMmTU1NPPfccxiGwfz587n22mvp6upi5cqV+Hw+iouLqa+vp6CgICvaioiIDEfcwBQREREtvi4iIpIQBaaIiEgCtDReEsVbFSnZXnvtNR5//HHWrVvHoUOH+M53vgNAWVkZDzzwAGazmfXr17N9+3YsFgtf//rX+Yd/+IeUtT2XYDBIfX0977zzDj09PSxcuJBLL700a+vt7e3lkUce4cCBA5hMJh588EFsNlvW1gtw7Ngx/umf/onHH38ci8WS1bXedtttOBwOACZMmMA//uM/8uijj2KxWJg2bRo1NTXn/LPU1taWkraDeeaZZ3jxxRcJBoN8/vOf50Mf+lDWXt+tW7eydetWAAKBAHv37uXJJ5/MyusbDAZZsWIFhw8fxmw2s3Tp0qz/dxe3223on+T889xzzxn33nuv4Xa7jZdeesm44447UvZda9euNT796U8bn/vc5wy3220sWrTIeOGFFwy3221885vfNJ577jnj5ZdfNm699Vbj+PHjxp49e4ybbroppW3P9c+Pf/xjo66uznC73caBAweMGTNmZHW9TU1Nxn333We43W7jhRdeMO64446srrezs9OoqakxrrvuOqOlpSWra+3o6DDmzp0bse+GG24wXnvtNeP48ePG/PnzjZ07d57zz1Kq2p7rnxdeeMFYuHChcezYMeOdd94xvve972X19e3/z7e+9S3j6aefztrr+8tf/tKora013G638bvf/c74yle+kvXXVj3MJBpsVaRkKykpYdWqVaxYsQKAPXv28KEPfQiAq666ip07dzJx4kSmT5+OyWTiwgsvpLe3l+PHj6es7ZgxYwas9brrruPaa68FzjzHa7FYsrreWbNm8bGPfQyAw4cP43Q62bVrV9bWu2bNGj73uc/R0NCQ9f8uuFwu/H4/d999N8FgkJqaGnp6eigpKQFg+vTpvPLKK3R2dsb8WfJ4PClpO5iXX36Zyy67jAceeACv18vdd9/NL3/5y6y9vn3a29v561//yp133snmzZuz8vpefPHF9Pb2EgqF8Hq9WK1WXnvttay+trqHmUSDrYqUbNdee214AQk4E0R969X2rXbk8XjCQ1/996eq7bkUFhaGF8B46KGH+OpXv5rV9QJYrVZWrFjBD37wAz71qU9lbb1bt26luLg4/B8pyO5/F+x2O1/+8pdZu3YtDz74IPX19REvRRhopS4482fJ6/UO+F0jbTvYn1G3283u3bv57ne/y4MPPkhdXR2hUChrr2+fZ555hjvuuCNl1ywZ17ewsJDDhw9z880388gjjzBv3rys/ncXdA8zqQZbFSnVzOazf/fx+XyMGjUKp9MZswrSqFGjUtZ2MB0dHdx///184Qtf4FOf+hSPP/54VtcLsGLFCjo7O1m4cCHd3Wff4JFN9T7//POYTCZ27drF3r17WbFiBcePH4/5bDbUCmd6FSUlJZhMJiZOnIjT6eTEiRMxn/f7/TF/lgZa1SsZbQf7Mzp69GguueQS8vLymDhxIjabjY6OjpRcs2T9u3vq1CkOHDjAlVdeicfjSck1S8b1ffbZZ5k+fTpLliyho6ODO++8k56es6/3y8Zrqx5mEg22KlKqXX755fzxj38EYMeOHVRVVVFRUcHLL79MKBTi3XffJRQKUVxcnLK259LV1cXdd9/NXXfdxWc+85msr/fXv/41zzzzDHCmR2QymZgyZUpW1vt//s//4amnnmLdunVcfvnlrFixgurq6qysFc4E/Jo1awA4evQofr+fgoIC3nrrLQzD4OWXX6aqqmrAP0tOpxOr1Zr0toOprKykubkZwzDC9X7kIx/J2usL8Oqrr/KRj3wEIGXXLBnXt6ioKNwbLSoqIhgMMnny5Ky+tuphJtGsWbPYuXMnixYtCq+KlC5f+9rXeOSRR+jp6eHSSy/l2muvxWKxUFVVxaJFiwiFQjzwwAMpbXsuzzzzDCdPnmTjxo1s3LgRgK9//ev84Ac/yMp6r7nmGr7zne+wePFigsEgX//617nkkkuy9vrm0r8LN910EytXrqSmpgaAZcuWYTKZqKuro7e3l2nTpvGBD3yAUCg04J+lvmHRZLc9lxkzZvDqq68yf/58DMPg/vvvZ8KECVl7fQEOHDjA+973vvB2qq7ZSK/vrbfeSn19PTU1NQSDQWpra5kyZUpWX1ut9CMiIpIADcmKiIgkQIEpIiKSAAWmiIhIAhSYIiIiCVBgioiIJECBKfJ35KMf/ShPPvlkpssQyUl6rETk70hbWxvjxo1j/PjxmS5FJOcoMEVERBKglX5EctBNN93EJz/5SXp6eti6dSsmk4mrr76ae++9l+LiYlauXElHRweXXHIJv/nNbyguLuanP/0pV199NQsWLKC2thY4s2zhE088wfbt2/H7/UyaNIna2trwmx0A/v3f/51nn32WgwcPMmbMGD796U+zePFi8vLyMvXji2SEAlMkRz333HOUlpZSV1fH8ePHefzxx9m/fz9PP/00cGZNUavVyqpVq/B6vTEB5/f7Wbx4Md3d3dx5552MHz+en/70p3zta1/j6aef5rLLLuPHP/4xjz32GF/4whf42te+xhtvvMFTTz3FW2+9xXe/+91M/NgiGaPAFMlRJpOJxx9/PLyAdXFxMQ888ADbt28HoLe3lwcffJAJEyYM+PmtW7dy6NAhGhoamDJlCgAf+tCHuO222/jjH//IhRdeyPr167nxxhvD62xOnz6dcePGsXTpUv785z9TUVGRhp9UJDsoMEVy1NVXXx3x7sGZM2disVh49dVXgTNvqjhXWMKZF55feOGF4bAEyMvL4yc/+QkAzc3N+P1+Pv7xj0e80/Cqq67CbDazc+dOBab8XVFgiuSocePGRWybzWaKi4vD75csLCwc9PNut3vQt8v3necb3/jGgMePHj06lHJFcp4CUyRH9X/xMpwZgnW73Zx33nl0dnbG/bzT6eTQoUMx+1977TXsdnu497pixQouueSSmHbx3h0o8l6jhQtEclRzc3PEG+pffPHF8LsJE/HBD36Qw4cP8/rrr4f3BYNBli5dys9+9jM+8IEPkJeXx5EjRygvLw//43Q6wxOMRP6eqIcpkqOOHDnCfffdx7x58+jo6OCJJ56gurqaK6+8kl/96ldxPz937ly2bNnC/fffz1e+8hXOP/98fv7zn3PixAluvfVWiouLue2221i/fj0+n48rr7ySY8eOhbcnT56chp9SJHsoMEVy1HXXXcd5553Ht7/9bfLz87nhhhvCz1cmwuFw8NRTT/HYY4/xwx/+kN7eXqZMmcITTzwRHoL96le/ygUXXMDPf/5zNm3axKhRo/jwhz/MV7/6Vc4///wU/WQi2Ukr/YjkoJtuuonKykq+853vZLoUkb8buocpIiKSAAWmiIhIAjQkKyIikgD1MEVERBKgwBQREUmAAlNERCQBCkwREZEEKDBFREQSoMAUERFJwP8D4LvCsA1IifoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(house_sales.price);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use log-transform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Useful for dealing with [skewed data](http://onlinestatbook.com/2/transformations/log.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:47.847095Z",
     "start_time": "2018-10-31T17:45:47.842801Z"
    }
   },
   "outputs": [],
   "source": [
    "X_all = house_sales.drop('price', axis=1)\n",
    "y = np.log(house_sales.price)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mutual information regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See sklearn [docs](https://scikit-learn.org/stable/modules/feature_selection.html#univariate-feature-selection). Covered later in Chapter 6 of the book."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:56.514929Z",
     "start_time": "2018-10-31T17:45:47.848508Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sqft_living      0.347869\n",
       "grade            0.344562\n",
       "sqft_living15    0.270071\n",
       "sqft_above       0.258919\n",
       "bathrooms        0.205687\n",
       "sqft_lot15       0.084961\n",
       "bedrooms         0.080456\n",
       "floors           0.078557\n",
       "yr_built         0.074420\n",
       "sqft_basement    0.066095\n",
       "sqft_lot         0.060936\n",
       "view             0.054255\n",
       "waterfront       0.012395\n",
       "yr_renovated     0.012091\n",
       "condition        0.011701\n",
       "dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mi_reg = pd.Series(mutual_info_regression(X_all, y),\n",
    "                   index=X_all.columns).sort_values(ascending=False)\n",
    "mi_reg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:56.521165Z",
     "start_time": "2018-10-31T17:45:56.516304Z"
    }
   },
   "outputs": [],
   "source": [
    "X = X_all.loc[:, mi_reg.iloc[:10].index]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bivariate Scatter Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:59.180269Z",
     "start_time": "2018-10-31T17:45:56.522485Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x180 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(X.assign(price=y), y_vars=['price'], x_vars=X.columns);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explore Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:59.336068Z",
     "start_time": "2018-10-31T17:45:59.181277Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correl = (X\n",
    "          .apply(lambda x: spearmanr(x, y))\n",
    "          .apply(pd.Series, index=['r', 'pval']))\n",
    "\n",
    "correl.r.sort_values().plot.barh();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## KNN Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In-sample performance with default settings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "KNN uses distance to make predictions; it requires standardization of variables to avoid undue influence based on scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:59.343423Z",
     "start_time": "2018-10-31T17:45:59.337334Z"
    }
   },
   "outputs": [],
   "source": [
    "X_scaled = scale(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:45:59.482204Z",
     "start_time": "2018-10-31T17:45:59.344775Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n",
       "          metric_params=None, n_jobs=None, n_neighbors=5, p=2,\n",
       "          weights='uniform')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = KNeighborsRegressor()\n",
    "model.fit(X=X_scaled, y=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:46:00.308035Z",
     "start_time": "2018-10-31T17:45:59.483237Z"
    }
   },
   "outputs": [],
   "source": [
    "y_pred = model.predict(X_scaled)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Regression Error Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:46:00.310914Z",
     "start_time": "2018-10-31T17:46:00.309028Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import (mean_squared_error,\n",
    "                             mean_absolute_error,\n",
    "                             mean_squared_log_error, \n",
    "                             median_absolute_error, \n",
    "                             explained_variance_score, \n",
    "                             r2_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Computing the prediction error"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The error is the deviation from the true value, whereas a residual is the deviation from an estimated value, e.g., an estimate of the population mean."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:46:00.335411Z",
     "start_time": "2018-10-31T17:46:00.312060Z"
    }
   },
   "outputs": [],
   "source": [
    "error = (y - y_pred).rename('Prediction Errors')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:46:00.341710Z",
     "start_time": "2018-10-31T17:46:00.336343Z"
    }
   },
   "outputs": [],
   "source": [
    "scores = dict(\n",
    "    rmse=np.sqrt(mean_squared_error(y_true=y, y_pred=y_pred)),\n",
    "    rmsle=np.sqrt(mean_squared_log_error(y_true=y, y_pred=y_pred)),\n",
    "    mean_ae=mean_absolute_error(y_true=y, y_pred=y_pred),\n",
    "    median_ae=median_absolute_error(y_true=y, y_pred=y_pred),\n",
    "    r2score=explained_variance_score(y_true=y, y_pred=y_pred)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:46:00.985478Z",
     "start_time": "2018-10-31T17:46:00.342632Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=3, figsize=(15, 5))\n",
    "sns.scatterplot(x=y, y=y_pred, ax=axes[0])\n",
    "axes[0].set_xlabel('Log Price')\n",
    "axes[0].set_ylabel('Predictions')\n",
    "axes[0].set_ylim(11, 16)\n",
    "sns.distplot(error, ax=axes[1])\n",
    "pd.Series(scores).plot.barh(ax=axes[2], title='Error Metrics')\n",
    "fig.suptitle('In-Sample Regression Errors', fontsize=24)\n",
    "fig.tight_layout()\n",
    "plt.subplots_adjust(top=.8);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross-Validation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Manual hyperparameter tuning; using [Pipeline](https://scikit-learn.org/stable/modules/compose.html#pipeline-chaining-estimators) ensures proper scaling for each fold using train metrics to standardize test data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:46:00.992078Z",
     "start_time": "2018-10-31T17:46:00.989748Z"
    }
   },
   "outputs": [],
   "source": [
    "def rmse(y_true, pred):\n",
    "    return np.sqrt(mean_squared_error(y_true=y_true, y_pred=pred))\n",
    "\n",
    "rmse_score = make_scorer(rmse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:49:40.778161Z",
     "start_time": "2018-10-31T17:49:24.171540Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "cv_rmse = {}\n",
    "n_neighbors = [1] + list(range(5, 51, 5))\n",
    "for n in n_neighbors:\n",
    "    pipe = Pipeline([('scaler', StandardScaler()),\n",
    "                     ('knn', KNeighborsRegressor(n_neighbors=n))])                    \n",
    "    cv_rmse[n] = cross_val_score(pipe, \n",
    "                                X=X, \n",
    "                                y=y,\n",
    "                                scoring=rmse_score,\n",
    "                                cv=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:49:40.784154Z",
     "start_time": "2018-10-31T17:49:40.779316Z"
    }
   },
   "outputs": [],
   "source": [
    "cv_rmse = pd.DataFrame.from_dict(cv_rmse, orient='index')\n",
    "best_n, best_rmse = cv_rmse.mean(1).idxmin(), cv_rmse.mean(1).min()\n",
    "cv_rmse = cv_rmse.stack().reset_index()\n",
    "cv_rmse.columns =['n', 'fold', 'RMSE']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:49:41.036187Z",
     "start_time": "2018-10-31T17:49:40.785551Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot(x='n', y='RMSE', data=cv_rmse)\n",
    "ax.set_title(f'Cross-Validation Results KNN | Best N: {best_n:d} | Best RMSE: {best_rmse:.2f}');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Actuals vs Predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:49:42.980738Z",
     "start_time": "2018-10-31T17:49:41.037749Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pipe = Pipeline([('scaler', StandardScaler()),\n",
    "                 ('knn', KNeighborsRegressor(n_neighbors=best_n))])\n",
    "y_pred = cross_val_predict(pipe, X, y, cv=5)\n",
    "\n",
    "ax = sns.scatterplot(x=y, y=y_pred)\n",
    "y_range = list(range(int(y.min() + 1), int(y.max() + 1)))\n",
    "pd.Series(y_range, index=y_range).plot(ax=ax, lw=2, c='darkred');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cross-Validation Errors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:49:42.984652Z",
     "start_time": "2018-10-31T17:49:42.982077Z"
    }
   },
   "outputs": [],
   "source": [
    "error = (y - y_pred).rename('Prediction Errors')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:49:42.996254Z",
     "start_time": "2018-10-31T17:49:42.985824Z"
    }
   },
   "outputs": [],
   "source": [
    "scores = dict(\n",
    "    rmse=np.sqrt(mean_squared_error(y_true=y, y_pred=y_pred)),\n",
    "    rmsle=np.sqrt(mean_squared_log_error(y_true=y, y_pred=y_pred)),\n",
    "    mean_ae=mean_absolute_error(y_true=y, y_pred=y_pred),\n",
    "    median_ae=median_absolute_error(y_true=y, y_pred=y_pred),\n",
    "    r2score=explained_variance_score(y_true=y, y_pred=y_pred)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:49:43.629852Z",
     "start_time": "2018-10-31T17:49:42.997225Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=3, figsize=(15, 5))\n",
    "sns.scatterplot(x=y, y=y_pred, ax=axes[0])\n",
    "axes[0].set_xlabel('Log Price')\n",
    "axes[0].set_ylabel('Predictions')\n",
    "axes[0].set_ylim(11, 16)\n",
    "sns.distplot(error, ax=axes[1])\n",
    "pd.Series(scores).plot.barh(ax=axes[2], title='Error Metrics')\n",
    "fig.suptitle('Cross-Validation Regression Errors', fontsize=24)\n",
    "fig.tight_layout()\n",
    "plt.subplots_adjust(top=.8);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GridSearchCV with Pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See sklearn [docs](https://scikit-learn.org/stable/modules/grid_search.html#tuning-the-hyper-parameters-of-an-estimator).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:54:45.667529Z",
     "start_time": "2018-10-31T17:51:57.231966Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, error_score='raise-deprecating',\n",
       "       estimator=Pipeline(memory=None,\n",
       "     steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('knn', KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n",
       "          metric_params=None, n_jobs=None, n_neighbors=5, p=2,\n",
       "          weights='uniform'))]),\n",
       "       fit_params=None, iid='warn', n_jobs=None,\n",
       "       param_grid={'knn__n_neighbors': (5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100)},\n",
       "       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
       "       scoring=make_scorer(rmse), verbose=0)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe = Pipeline([('scaler', StandardScaler()), \n",
    "                 ('knn', KNeighborsRegressor())])\n",
    "\n",
    "n_folds = 5\n",
    "n_neighbors = tuple(range(5, 101, 5))\n",
    "\n",
    "param_grid = {'knn__n_neighbors': n_neighbors}\n",
    "\n",
    "estimator = GridSearchCV(estimator=pipe,\n",
    "                         param_grid=param_grid,\n",
    "                         cv=n_folds,\n",
    "                         scoring=rmse_score,\n",
    "#                          n_jobs=-1\n",
    "                        )\n",
    "estimator.fit(X=X, y=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:54:45.670620Z",
     "start_time": "2018-10-31T17:54:45.668922Z"
    }
   },
   "outputs": [],
   "source": [
    "cv_results = estimator.cv_results_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:54:45.689448Z",
     "start_time": "2018-10-31T17:54:45.671831Z"
    }
   },
   "outputs": [],
   "source": [
    "test_scores = pd.DataFrame({fold: cv_results[f'split{fold}_test_score'] for fold in range(n_folds)}, \n",
    "                           index=n_neighbors).stack().reset_index()\n",
    "test_scores.columns = ['k', 'fold', 'RMSE']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:54:45.700860Z",
     "start_time": "2018-10-31T17:54:45.691166Z"
    }
   },
   "outputs": [],
   "source": [
    "mean_rmse = test_scores.groupby('k').RMSE.mean()\n",
    "best_k, best_score = mean_rmse.idxmin(), mean_rmse.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:54:46.156026Z",
     "start_time": "2018-10-31T17:54:45.702394Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(x='k', y='RMSE', data=test_scores, scale=.3, join=False, errwidth=2)\n",
    "plt.title('Cross Validation Results')\n",
    "plt.tight_layout()\n",
    "plt.gcf().set_size_inches(10, 5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train & Validation Curves mit yellowbricks\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See background on [learning curves](https://en.wikipedia.org/wiki/Learning_curve) and yellowbrick [docs](https://www.scikit-yb.org/en/latest/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:55:25.662211Z",
     "start_time": "2018-10-31T17:54:46.157021Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "val_curve = ValidationCurve(KNeighborsRegressor(),\n",
    "                      param_name='n_neighbors',\n",
    "                      param_range=n_neighbors,\n",
    "                      cv=5,\n",
    "                      scoring=rmse_score,\n",
    "#                       n_jobs=-1,\n",
    "                      ax=ax)\n",
    "val_curve.fit(X, y)\n",
    "val_curve.poof()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:55:34.148457Z",
     "start_time": "2018-10-31T17:55:25.663282Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "l_curve = LearningCurve(KNeighborsRegressor(n_neighbors=best_k), \n",
    "                        train_sizes=np.arange(.1, 1.01, .1),\n",
    "                        scoring=rmse_score, \n",
    "                        cv=5, \n",
    "#                         n_jobs=-1,\n",
    "                        ax=ax)\n",
    "l_curve.fit(X, y)\n",
    "l_curve.poof()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Binary Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:55:34.151836Z",
     "start_time": "2018-10-31T17:55:34.149514Z"
    }
   },
   "outputs": [],
   "source": [
    "y_binary = (y>y.median()).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:55:34.169035Z",
     "start_time": "2018-10-31T17:55:34.153164Z"
    }
   },
   "outputs": [],
   "source": [
    "n_neighbors = tuple(range(5, 151, 10))\n",
    "n_folds = 5\n",
    "scoring = 'roc_auc'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:58:00.148241Z",
     "start_time": "2018-10-31T17:55:34.170119Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, error_score='raise-deprecating',\n",
       "       estimator=Pipeline(memory=None,\n",
       "     steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('knn', KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
       "           metric_params=None, n_jobs=None, n_neighbors=5, p=2,\n",
       "           weights='uniform'))]),\n",
       "       fit_params=None, iid='warn', n_jobs=None,\n",
       "       param_grid={'knn__n_neighbors': (5, 15, 25, 35, 45, 55, 65, 75, 85, 95, 105, 115, 125, 135, 145)},\n",
       "       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
       "       scoring='roc_auc', verbose=0)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe = Pipeline([('scaler', StandardScaler()), \n",
    "                 ('knn', KNeighborsClassifier())])\n",
    "\n",
    "param_grid = {'knn__n_neighbors': n_neighbors}\n",
    "\n",
    "estimator = GridSearchCV(estimator=pipe,\n",
    "                         param_grid=param_grid,\n",
    "                         cv=n_folds,\n",
    "                         scoring=scoring,\n",
    "#                          n_jobs=-1\n",
    "                        )\n",
    "estimator.fit(X=X, y=y_binary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:58:00.151044Z",
     "start_time": "2018-10-31T17:58:00.149282Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "best_k = estimator.best_params_['knn__n_neighbors']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:58:39.895799Z",
     "start_time": "2018-10-31T17:58:00.151924Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "val_curve = ValidationCurve(KNeighborsClassifier(),\n",
    "                      param_name='n_neighbors',\n",
    "                      param_range=n_neighbors,\n",
    "                      cv=n_folds,\n",
    "                      scoring=scoring,\n",
    "#                       n_jobs=-1,\n",
    "                      ax=ax)\n",
    "val_curve.fit(X, y_binary)\n",
    "val_curve.poof()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:58:53.884475Z",
     "start_time": "2018-10-31T17:58:39.896958Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "l_curve = LearningCurve(KNeighborsClassifier(n_neighbors=best_k), \n",
    "                        train_sizes=np.arange(.1, 1.01, .1),\n",
    "                        scoring=scoring, \n",
    "                        cv=5, \n",
    "#                         n_jobs=-1,\n",
    "                        ax=ax)\n",
    "l_curve.fit(X, y_binary)\n",
    "l_curve.poof()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Classification Metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See sklearn [docs](https://scikit-learn.org/stable/modules/model_evaluation.html#model-evaluation-quantifying-the-quality-of-predictions) for details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:58:53.890127Z",
     "start_time": "2018-10-31T17:58:53.885540Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import (classification_report,\n",
    "                             accuracy_score,\n",
    "                             zero_one_loss,\n",
    "                             auc,\n",
    "                             roc_auc_score,\n",
    "                             roc_curve,\n",
    "                             brier_score_loss,\n",
    "                             cohen_kappa_score,\n",
    "                             confusion_matrix,\n",
    "                             fbeta_score,\n",
    "                             hamming_loss,\n",
    "                             hinge_loss,\n",
    "                             jaccard_similarity_score,\n",
    "                             log_loss,\n",
    "                             matthews_corrcoef,\n",
    "                             f1_score,\n",
    "                             precision_recall_fscore_support,\n",
    "                             average_precision_score,\n",
    "                             precision_recall_curve,\n",
    "                             precision_score,\n",
    "                             recall_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "|Name| API|\n",
    "|:----|----|\n",
    "|Area Under the Receiver Operating Characteristic Curve (ROC AUC) | roc_auc_score(y_true, y_score[, …])|\n",
    "|Receiver operating characteristic (ROC) | roc_curve(y_true, y_score[, …])|\n",
    "|Average precision (AP) | average_precision_score(y_true, y_score)|\n",
    "|Precision-recall pairs | precision_recall_curve(y_true, …)|\n",
    "|Precision, recall, F-measure and support | precision_recall_fscore_support(…)|\n",
    "|F1 Score | f1_score(y_true, y_pred[, labels, …])|\n",
    "|F-beta Score | fbeta_score(y_true, y_pred, beta[, …])|\n",
    "|Precision | precision_score(y_true, y_pred[, …]|\n",
    "|Recall | recall_score(y_true, y_pred[, …])|\n",
    "|Main classification metrics | classification_report(y_true, y_pred)|\n",
    "|confusion matrix | confusion_matrix(y_true, y_pred[, …])|\n",
    "|Accuracy classification score | accuracy_score(y_true, y_pred)|\n",
    "|Zero-one classification loss | zero_one_loss(y_true, y_pred[, …])|\n",
    "|Average Hamming loss | hamming_loss(y_true, y_pred[, …])|\n",
    "|Brier score | brier_score_loss(y_true, y_prob[, …])|\n",
    "|Cohen’s kappa | cohen_kappa_score(y1, y2[, labels, …])|\n",
    "|Average hinge loss | hinge_loss(y_true, pred_decision[, …])|\n",
    "|Jaccard similarity coefficient | jaccard_similarity_score(y_true, y_pred)|\n",
    "|Log loss, aka logistic loss or cross-entropy loss | log_loss(y_true, y_pred[, eps, …])|\n",
    "|Matthews correlation coefficient (MCC) | matthews_corrcoef(y_true, y_pred[, …])|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T17:58:54.423740Z",
     "start_time": "2018-10-31T17:58:53.891024Z"
    }
   },
   "outputs": [],
   "source": [
    "y_score = cross_val_predict(KNeighborsClassifier(best_k), \n",
    "                           X=X, \n",
    "                           y=y_binary, \n",
    "                           cv=5, \n",
    "#                            n_jobs=-1, \n",
    "                           method='predict_proba')[:, 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using Predicted Probabilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:13.066695Z",
     "start_time": "2018-10-31T18:39:13.059075Z"
    }
   },
   "outputs": [],
   "source": [
    "pred_scores = dict(y_true=y_binary,y_score=y_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### ROC AUC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:14.337742Z",
     "start_time": "2018-10-31T18:39:14.329525Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8460203973490154"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "roc_auc_score(**pred_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:14.500578Z",
     "start_time": "2018-10-31T18:39:14.487734Z"
    }
   },
   "outputs": [],
   "source": [
    "cols = ['False Positive Rate', 'True Positive Rate', 'threshold']\n",
    "roc = pd.DataFrame(dict(zip(cols, roc_curve(**pred_scores))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Precision-Recall"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:24.699572Z",
     "start_time": "2018-10-31T18:39:24.695162Z"
    }
   },
   "outputs": [],
   "source": [
    "precision, recall, ts = precision_recall_curve(y_true=y_binary, probas_pred=y_score)\n",
    "pr_curve = pd.DataFrame({'Precision': precision, 'Recall': recall})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### F1 Score - Optimize Threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:36.082572Z",
     "start_time": "2018-10-31T18:39:35.904458Z"
    }
   },
   "outputs": [],
   "source": [
    "f1 = pd.Series({t: f1_score(y_true=y_binary, y_pred=y_score>t) for t in ts})\n",
    "best_threshold = f1.idxmax()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:37.493028Z",
     "start_time": "2018-10-31T18:39:37.124354Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=3, figsize=(15, 5))\n",
    "\n",
    "ax = sns.scatterplot(x='False Positive Rate', y='True Positive Rate', data=roc, size=5, legend=False, ax=axes[0])\n",
    "axes[0].plot(np.linspace(0,1,100), np.linspace(0,1,100), color='k', ls='--', lw=1)\n",
    "axes[0].fill_between(y1=roc['True Positive Rate'], x=roc['False Positive Rate'], alpha=.5,color='darkred')\n",
    "axes[0].set_title('Receiver Operating Characteristic')\n",
    "\n",
    "\n",
    "sns.scatterplot(x='Recall', y='Precision', data=pr_curve, ax=axes[1])\n",
    "axes[1].set_ylim(0,1)\n",
    "axes[1].set_title('Precision-Recall Curve')\n",
    "\n",
    "\n",
    "f1.plot(ax=axes[2], title='F1 Scores', ylim=(0,1))\n",
    "axes[2].set_xlabel('Threshold')\n",
    "axes[2].axvline(best_threshold, lw=1, ls='--', color='k')\n",
    "axes[2].text(text=f'Max F1 @ {best_threshold:.2f}', x=.75, y=.95, s=5)\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Average Precision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:41.437460Z",
     "start_time": "2018-10-31T18:39:41.426675Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8484062482212291"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "average_precision_score(y_true=y_binary, y_score=y_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Brier Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:43.822784Z",
     "start_time": "2018-10-31T18:39:43.817595Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.16022915202525762"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brier_score_loss(y_true=y_binary, y_prob=y_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Use Predictions after thresholding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:46.773993Z",
     "start_time": "2018-10-31T18:39:46.772045Z"
    }
   },
   "outputs": [],
   "source": [
    "y_pred = y_score > best_threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:49.020825Z",
     "start_time": "2018-10-31T18:39:49.018983Z"
    }
   },
   "outputs": [],
   "source": [
    "scores = dict(y_true=y_binary, y_pred=y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### F-beta Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:51.036103Z",
     "start_time": "2018-10-31T18:39:51.028312Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.768433805405857"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fbeta_score(**scores, beta=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:52.810643Z",
     "start_time": "2018-10-31T18:39:52.795533Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.63      0.71     10864\n",
      "           1       0.70      0.86      0.77     10749\n",
      "\n",
      "   micro avg       0.74      0.74      0.74     21613\n",
      "   macro avg       0.76      0.74      0.74     21613\n",
      "weighted avg       0.76      0.74      0.74     21613\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(**scores))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:55.547366Z",
     "start_time": "2018-10-31T18:39:55.505586Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[6873, 3991],\n",
       "       [1552, 9197]])"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:56.050307Z",
     "start_time": "2018-10-31T18:39:56.036402Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7435339841761902"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Zero-One Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:57.003419Z",
     "start_time": "2018-10-31T18:39:56.997723Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2564660158238098"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zero_one_loss(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Hamming Loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fraction of labels that are incorrectly predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:39:57.927171Z",
     "start_time": "2018-10-31T18:39:57.913381Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.25646601582380973"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hamming_loss(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Cohen's Kappa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Score that expresses the level of agreement between two annotators on a classification problem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:01.298347Z",
     "start_time": "2018-10-31T18:40:01.246480Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4876687258259045"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cohen_kappa_score(y1=y_binary, y2=y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Hinge Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:02.685630Z",
     "start_time": "2018-10-31T18:40:02.664771Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7591264516726044"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hinge_loss(y_true=y_binary, pred_decision=y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Jaccard Similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:04.554007Z",
     "start_time": "2018-10-31T18:40:04.543321Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7435339841761902"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jaccard_similarity_score(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Log Loss / Cross Entropy Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:05.114100Z",
     "start_time": "2018-10-31T18:40:05.093493Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.858170025000408"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_loss(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Matthews Correlation Coefficient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:05.525887Z",
     "start_time": "2018-10-31T18:40:05.499515Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5005536590342685"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matthews_corrcoef(**scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multi-Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:08.654844Z",
     "start_time": "2018-10-31T18:40:08.647950Z"
    }
   },
   "outputs": [],
   "source": [
    "y_multi = pd.qcut(y, q=3, labels=[0,1,2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:40:09.032231Z",
     "start_time": "2018-10-31T18:40:09.026413Z"
    }
   },
   "outputs": [],
   "source": [
    "n_neighbors = tuple(range(5, 151, 10))\n",
    "n_folds = 5\n",
    "scoring = 'accuracy'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:42:36.193559Z",
     "start_time": "2018-10-31T18:40:09.749153Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, error_score='raise-deprecating',\n",
       "       estimator=Pipeline(memory=None,\n",
       "     steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('knn', KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
       "           metric_params=None, n_jobs=None, n_neighbors=5, p=2,\n",
       "           weights='uniform'))]),\n",
       "       fit_params=None, iid='warn', n_jobs=None,\n",
       "       param_grid={'knn__n_neighbors': (5, 15, 25, 35, 45, 55, 65, 75, 85, 95, 105, 115, 125, 135, 145)},\n",
       "       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
       "       scoring=None, verbose=0)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe = Pipeline([('scaler', StandardScaler()), \n",
    "                 ('knn', KNeighborsClassifier())])\n",
    "\n",
    "param_grid = {'knn__n_neighbors': n_neighbors}\n",
    "\n",
    "estimator = GridSearchCV(estimator=pipe,\n",
    "                         param_grid=param_grid,\n",
    "                         cv=n_folds,\n",
    "#                          n_jobs=-1\n",
    "                        )\n",
    "estimator.fit(X=X, y=y_multi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:42:38.103809Z",
     "start_time": "2018-10-31T18:42:36.195331Z"
    }
   },
   "outputs": [],
   "source": [
    "y_pred = cross_val_predict(estimator.best_estimator_, \n",
    "                           X=X, \n",
    "                           y=y_multi, \n",
    "                           cv=5, \n",
    "#                            n_jobs=-1, \n",
    "                           method='predict')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T18:42:38.120007Z",
     "start_time": "2018-10-31T18:42:38.104931Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.67      0.71      0.69      7226\n",
      "           1       0.52      0.52      0.52      7223\n",
      "           2       0.77      0.74      0.75      7164\n",
      "\n",
      "   micro avg       0.65      0.65      0.65     21613\n",
      "   macro avg       0.65      0.65      0.65     21613\n",
      "weighted avg       0.65      0.65      0.65     21613\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_true=y_multi, y_pred=y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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